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<title>Notebook</title>

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textarea{height:auto}
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.control-group.success .input-prepend .add-on,.control-group.success .input-append .add-on{color:#468847;background-color:#dff0d8;border-color:#468847}
.control-group.info .control-label,.control-group.info .help-block,.control-group.info .help-inline{color:#3a87ad}
.control-group.info .checkbox,.control-group.info .radio,.control-group.info input,.control-group.info select,.control-group.info textarea{color:#3a87ad}
.control-group.info input,.control-group.info select,.control-group.info textarea{border-color:#3a87ad;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.info input:focus,.control-group.info select:focus,.control-group.info textarea:focus{border-color:#2d6987;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3}
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input:focus:invalid,textarea:focus:invalid,select:focus:invalid{color:#b94a48;border-color:#ee5f5b}input:focus:invalid:focus,textarea:focus:invalid:focus,select:focus:invalid:focus{border-color:#e9322d;-webkit-box-shadow:0 0 6px #f8b9b7;-moz-box-shadow:0 0 6px #f8b9b7;box-shadow:0 0 6px #f8b9b7}
.form-actions{padding:19px 20px 20px;margin-top:20px;margin-bottom:20px;background-color:#f5f5f5;border-top:1px solid #e5e5e5;*zoom:1}.form-actions:before,.form-actions:after{display:table;content:"";line-height:0}
.form-actions:after{clear:both}
.help-block,.help-inline{color:#262626}
.help-block{display:block;margin-bottom:10px}
.help-inline{display:inline-block;*display:inline;*zoom:1;vertical-align:middle;padding-left:5px}
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.input-append .add-on,.input-prepend .add-on{display:inline-block;width:auto;height:20px;min-width:16px;padding:4px 5px;font-size:13px;font-weight:normal;line-height:20px;text-align:center;text-shadow:0 1px 0 #fff;background-color:#eee;border:1px solid #ccc}
.input-append .add-on,.input-prepend .add-on,.input-append .btn,.input-prepend .btn,.input-append .btn-group>.dropdown-toggle,.input-prepend .btn-group>.dropdown-toggle{vertical-align:top;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.input-append .active,.input-prepend .active{background-color:#a9dba9;border-color:#46a546}
.input-prepend .add-on,.input-prepend .btn{margin-right:-1px}
.input-prepend .add-on:first-child,.input-prepend .btn:first-child{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-append input,.input-append select,.input-append .uneditable-input{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}.input-append input+.btn-group .btn:last-child,.input-append select+.btn-group .btn:last-child,.input-append .uneditable-input+.btn-group .btn:last-child{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-append .add-on,.input-append .btn,.input-append .btn-group{margin-left:-1px}
.input-append .add-on:last-child,.input-append .btn:last-child,.input-append .btn-group:last-child>.dropdown-toggle{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append input,.input-prepend.input-append select,.input-prepend.input-append .uneditable-input{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}.input-prepend.input-append input+.btn-group .btn,.input-prepend.input-append select+.btn-group .btn,.input-prepend.input-append .uneditable-input+.btn-group .btn{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .add-on:first-child,.input-prepend.input-append .btn:first-child{margin-right:-1px;border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-prepend.input-append .add-on:last-child,.input-prepend.input-append .btn:last-child{margin-left:-1px;border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .btn-group:first-child{margin-left:0}
input.search-query{padding-right:14px;padding-right:4px \9;padding-left:14px;padding-left:4px \9;margin-bottom:0;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.form-search .input-append .search-query,.form-search .input-prepend .search-query{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.form-search .input-append .search-query{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search .input-append .btn{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .search-query{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .btn{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search input,.form-inline input,.form-horizontal input,.form-search textarea,.form-inline textarea,.form-horizontal textarea,.form-search select,.form-inline select,.form-horizontal select,.form-search .help-inline,.form-inline .help-inline,.form-horizontal .help-inline,.form-search .uneditable-input,.form-inline .uneditable-input,.form-horizontal .uneditable-input,.form-search .input-prepend,.form-inline .input-prepend,.form-horizontal .input-prepend,.form-search .input-append,.form-inline .input-append,.form-horizontal .input-append{display:inline-block;*display:inline;*zoom:1;margin-bottom:0;vertical-align:middle}
.form-search .hide,.form-inline .hide,.form-horizontal .hide{display:none}
.form-search label,.form-inline label,.form-search .btn-group,.form-inline .btn-group{display:inline-block}
.form-search .input-append,.form-inline .input-append,.form-search .input-prepend,.form-inline .input-prepend{margin-bottom:0}
.form-search .radio,.form-search .checkbox,.form-inline .radio,.form-inline .checkbox{padding-left:0;margin-bottom:0;vertical-align:middle}
.form-search .radio input[type="radio"],.form-search .checkbox input[type="checkbox"],.form-inline .radio input[type="radio"],.form-inline .checkbox input[type="checkbox"]{float:left;margin-right:3px;margin-left:0}
.control-group{margin-bottom:10px}
legend+.control-group{margin-top:20px;-webkit-margin-top-collapse:separate}
.form-horizontal .control-group{margin-bottom:20px;*zoom:1}.form-horizontal .control-group:before,.form-horizontal .control-group:after{display:table;content:"";line-height:0}
.form-horizontal .control-group:after{clear:both}
.form-horizontal .control-label{float:left;width:160px;padding-top:5px;text-align:right}
.form-horizontal .controls{*display:inline-block;*padding-left:20px;margin-left:180px;*margin-left:0}.form-horizontal .controls:first-child{*padding-left:180px}
.form-horizontal .help-block{margin-bottom:0}
.form-horizontal input+.help-block,.form-horizontal select+.help-block,.form-horizontal textarea+.help-block,.form-horizontal .uneditable-input+.help-block,.form-horizontal .input-prepend+.help-block,.form-horizontal .input-append+.help-block{margin-top:10px}
.form-horizontal .form-actions{padding-left:180px}
table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0}
.table{width:100%;margin-bottom:20px}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #ddd}
.table th{font-weight:bold}
.table thead th{vertical-align:bottom}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.table thead:first-child tr:first-child td{border-top:0}
.table tbody+tbody{border-top:2px solid #ddd}
.table .table{background-color:#fff}
.table-condensed th,.table-condensed td{padding:4px 5px}
.table-bordered{border:1px solid #ddd;border-collapse:separate;*border-collapse:collapse;border-left:0;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.table-bordered th,.table-bordered td{border-left:1px solid #ddd}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0}
.table tbody tr.success>td{background-color:#dff0d8}
.table tbody tr.error>td{background-color:#f2dede}
.table tbody tr.warning>td{background-color:#fcf8e3}
.table tbody tr.info>td{background-color:#d9edf7}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png")}
.icon-glass{background-position:0 0}
.icon-music{background-position:-24px 0}
.icon-search{background-position:-48px 0}
.icon-envelope{background-position:-72px 0}
.icon-heart{background-position:-96px 0}
.icon-star{background-position:-120px 0}
.icon-star-empty{background-position:-144px 0}
.icon-user{background-position:-168px 0}
.icon-film{background-position:-192px 0}
.icon-th-large{background-position:-216px 0}
.icon-th{background-position:-240px 0}
.icon-th-list{background-position:-264px 0}
.icon-ok{background-position:-288px 0}
.icon-remove{background-position:-312px 0}
.icon-zoom-in{background-position:-336px 0}
.icon-zoom-out{background-position:-360px 0}
.icon-off{background-position:-384px 0}
.icon-signal{background-position:-408px 0}
.icon-cog{background-position:-432px 0}
.icon-trash{background-position:-456px 0}
.icon-home{background-position:0 -24px}
.icon-file{background-position:-24px -24px}
.icon-time{background-position:-48px -24px}
.icon-road{background-position:-72px -24px}
.icon-download-alt{background-position:-96px -24px}
.icon-download{background-position:-120px -24px}
.icon-upload{background-position:-144px -24px}
.icon-inbox{background-position:-168px -24px}
.icon-play-circle{background-position:-192px -24px}
.icon-repeat{background-position:-216px -24px}
.icon-refresh{background-position:-240px -24px}
.icon-list-alt{background-position:-264px -24px}
.icon-lock{background-position:-287px -24px}
.icon-flag{background-position:-312px -24px}
.icon-headphones{background-position:-336px -24px}
.icon-volume-off{background-position:-360px -24px}
.icon-volume-down{background-position:-384px -24px}
.icon-volume-up{background-position:-408px -24px}
.icon-qrcode{background-position:-432px -24px}
.icon-barcode{background-position:-456px -24px}
.icon-tag{background-position:0 -48px}
.icon-tags{background-position:-25px -48px}
.icon-book{background-position:-48px -48px}
.icon-bookmark{background-position:-72px -48px}
.icon-print{background-position:-96px -48px}
.icon-camera{background-position:-120px -48px}
.icon-font{background-position:-144px -48px}
.icon-bold{background-position:-167px -48px}
.icon-italic{background-position:-192px -48px}
.icon-text-height{background-position:-216px -48px}
.icon-text-width{background-position:-240px -48px}
.icon-align-left{background-position:-264px -48px}
.icon-align-center{background-position:-288px -48px}
.icon-align-right{background-position:-312px -48px}
.icon-align-justify{background-position:-336px -48px}
.icon-list{background-position:-360px -48px}
.icon-indent-left{background-position:-384px -48px}
.icon-indent-right{background-position:-408px -48px}
.icon-facetime-video{background-position:-432px -48px}
.icon-picture{background-position:-456px -48px}
.icon-pencil{background-position:0 -72px}
.icon-map-marker{background-position:-24px -72px}
.icon-adjust{background-position:-48px -72px}
.icon-tint{background-position:-72px -72px}
.icon-edit{background-position:-96px -72px}
.icon-share{background-position:-120px -72px}
.icon-check{background-position:-144px -72px}
.icon-move{background-position:-168px -72px}
.icon-step-backward{background-position:-192px -72px}
.icon-fast-backward{background-position:-216px -72px}
.icon-backward{background-position:-240px -72px}
.icon-play{background-position:-264px -72px}
.icon-pause{background-position:-288px -72px}
.icon-stop{background-position:-312px -72px}
.icon-forward{background-position:-336px -72px}
.icon-fast-forward{background-position:-360px -72px}
.icon-step-forward{background-position:-384px -72px}
.icon-eject{background-position:-408px -72px}
.icon-chevron-left{background-position:-432px -72px}
.icon-chevron-right{background-position:-456px -72px}
.icon-plus-sign{background-position:0 -96px}
.icon-minus-sign{background-position:-24px -96px}
.icon-remove-sign{background-position:-48px -96px}
.icon-ok-sign{background-position:-72px -96px}
.icon-question-sign{background-position:-96px -96px}
.icon-info-sign{background-position:-120px -96px}
.icon-screenshot{background-position:-144px -96px}
.icon-remove-circle{background-position:-168px -96px}
.icon-ok-circle{background-position:-192px -96px}
.icon-ban-circle{background-position:-216px -96px}
.icon-arrow-left{background-position:-240px -96px}
.icon-arrow-right{background-position:-264px -96px}
.icon-arrow-up{background-position:-289px -96px}
.icon-arrow-down{background-position:-312px -96px}
.icon-share-alt{background-position:-336px -96px}
.icon-resize-full{background-position:-360px -96px}
.icon-resize-small{background-position:-384px -96px}
.icon-plus{background-position:-408px -96px}
.icon-minus{background-position:-433px -96px}
.icon-asterisk{background-position:-456px -96px}
.icon-exclamation-sign{background-position:0 -120px}
.icon-gift{background-position:-24px -120px}
.icon-leaf{background-position:-48px -120px}
.icon-fire{background-position:-72px -120px}
.icon-eye-open{background-position:-96px -120px}
.icon-eye-close{background-position:-120px -120px}
.icon-warning-sign{background-position:-144px -120px}
.icon-plane{background-position:-168px -120px}
.icon-calendar{background-position:-192px -120px}
.icon-random{background-position:-216px -120px;width:16px}
.icon-comment{background-position:-240px -120px}
.icon-magnet{background-position:-264px -120px}
.icon-chevron-up{background-position:-288px -120px}
.icon-chevron-down{background-position:-313px -119px}
.icon-retweet{background-position:-336px -120px}
.icon-shopping-cart{background-position:-360px -120px}
.icon-folder-close{background-position:-384px -120px;width:16px}
.icon-folder-open{background-position:-408px -120px;width:16px}
.icon-resize-vertical{background-position:-432px -119px}
.icon-resize-horizontal{background-position:-456px -118px}
.icon-hdd{background-position:0 -144px}
.icon-bullhorn{background-position:-24px -144px}
.icon-bell{background-position:-48px -144px}
.icon-certificate{background-position:-72px -144px}
.icon-thumbs-up{background-position:-96px -144px}
.icon-thumbs-down{background-position:-120px -144px}
.icon-hand-right{background-position:-144px -144px}
.icon-hand-left{background-position:-168px -144px}
.icon-hand-up{background-position:-192px -144px}
.icon-hand-down{background-position:-216px -144px}
.icon-circle-arrow-right{background-position:-240px -144px}
.icon-circle-arrow-left{background-position:-264px -144px}
.icon-circle-arrow-up{background-position:-288px -144px}
.icon-circle-arrow-down{background-position:-312px -144px}
.icon-globe{background-position:-336px -144px}
.icon-wrench{background-position:-360px -144px}
.icon-tasks{background-position:-384px -144px}
.icon-filter{background-position:-408px -144px}
.icon-briefcase{background-position:-432px -144px}
.icon-fullscreen{background-position:-456px -144px}
.dropup,.dropdown{position:relative}
.dropdown-toggle{*margin-bottom:-3px}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000;border-right:4px solid transparent;border-left:4px solid transparent;content:""}
.dropdown .caret{margin-top:8px;margin-left:2px}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #fff}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333;white-space:nowrap}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#fff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default}
.open{*z-index:1000}.open>.dropdown-menu{display:block}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}
.pull-right>.dropdown-menu{right:0;left:auto}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000;content:""}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}
.dropdown-submenu{position:relative}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;border-radius:0 6px 6px 6px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px}
.dropdown-submenu:hover>.dropdown-menu{display:block}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;border-radius:5px 5px 5px 0;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#ccc;margin-top:5px;margin-right:-10px}
.dropdown-submenu:hover>a:after{border-left-color:#fff}
.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;border-radius:6px 0 6px 6px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px}
.typeahead{z-index:1051;margin-top:2px;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);box-shadow:inset 0 1px 1px rgba(0,0,0,0.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,0.15)}
.well-large{padding:24px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.well-small{padding:9px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.fade{opacity:0;-webkit-transition:opacity .15s linear;-moz-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height .35s ease;-moz-transition:height .35s ease;-o-transition:height .35s ease;transition:height .35s ease}.collapse.in{height:auto}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.4;filter:alpha(opacity=40)}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333;text-shadow:0 1px 1px rgba(255,255,255,0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #fff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #fff, #e6e6e6);background-image:-o-linear-gradient(top, #fff, #e6e6e6);background-image:linear-gradient(to bottom, #fff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #ccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05)}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333;background-color:#e6e6e6;*background-color:#d9d9d9}
.btn:active,.btn.active{background-color:#ccc \9}
.btn:first-child{*margin-left:0}
.btn:hover,.btn:focus{color:#333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position .1s linear;-moz-transition:background-position .1s linear;-o-transition:background-position .1s linear;transition:background-position .1s linear}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn.disabled,.btn[disabled]{cursor:default;background-image:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-large{padding:11px 19px;font-size:16.25px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.btn-large [class^="icon-"],.btn-large [class*=" icon-"]{margin-top:4px}
.btn-small{padding:2px 10px;font-size:11.049999999999999px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-small [class^="icon-"],.btn-small [class*=" icon-"]{margin-top:0}
.btn-mini [class^="icon-"],.btn-mini [class*=" icon-"]{margin-top:-1px}
.btn-mini{padding:0 6px;font-size:9.75px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-block{display:block;width:100%;padding-left:0;padding-right:0;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
.btn-block+.btn-block{margin-top:5px}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}
.btn-primary.active,.btn-warning.active,.btn-danger.active,.btn-success.active,.btn-info.active,.btn-inverse.active{color:rgba(255,255,255,0.75)}
.btn-primary{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#006dcc;background-image:-moz-linear-gradient(top, #08c, #04c);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#04c));background-image:-webkit-linear-gradient(top, #08c, #04c);background-image:-o-linear-gradient(top, #08c, #04c);background-image:linear-gradient(to bottom, #08c, #04c);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0044cc', GradientType=0);border-color:#04c #04c #002a80;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#04c;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-primary:hover,.btn-primary:focus,.btn-primary:active,.btn-primary.active,.btn-primary.disabled,.btn-primary[disabled]{color:#fff;background-color:#04c;*background-color:#003bb3}
.btn-primary:active,.btn-primary.active{background-color:#039 \9}
.btn-warning{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);border-color:#f89406 #f89406 #ad6704;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#f89406;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-warning:hover,.btn-warning:focus,.btn-warning:active,.btn-warning.active,.btn-warning.disabled,.btn-warning[disabled]{color:#fff;background-color:#f89406;*background-color:#df8505}
.btn-warning:active,.btn-warning.active{background-color:#c67605 \9}
.btn-danger{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#da4f49;background-image:-moz-linear-gradient(top, #ee5f5b, #bd362f);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#bd362f));background-image:-webkit-linear-gradient(top, #ee5f5b, #bd362f);background-image:-o-linear-gradient(top, #ee5f5b, #bd362f);background-image:linear-gradient(to bottom, #ee5f5b, #bd362f);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffbd362f', GradientType=0);border-color:#bd362f #bd362f #802420;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#bd362f;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-danger:hover,.btn-danger:focus,.btn-danger:active,.btn-danger.active,.btn-danger.disabled,.btn-danger[disabled]{color:#fff;background-color:#bd362f;*background-color:#a9302a}
.btn-danger:active,.btn-danger.active{background-color:#942a25 \9}
.btn-success{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#5bb75b;background-image:-moz-linear-gradient(top, #62c462, #51a351);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#51a351));background-image:-webkit-linear-gradient(top, #62c462, #51a351);background-image:-o-linear-gradient(top, #62c462, #51a351);background-image:linear-gradient(to bottom, #62c462, #51a351);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff51a351', GradientType=0);border-color:#51a351 #51a351 #387038;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#51a351;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-success:hover,.btn-success:focus,.btn-success:active,.btn-success.active,.btn-success.disabled,.btn-success[disabled]{color:#fff;background-color:#51a351;*background-color:#499249}
.btn-success:active,.btn-success.active{background-color:#408140 \9}
.btn-info{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#49afcd;background-image:-moz-linear-gradient(top, #5bc0de, #2f96b4);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#2f96b4));background-image:-webkit-linear-gradient(top, #5bc0de, #2f96b4);background-image:-o-linear-gradient(top, #5bc0de, #2f96b4);background-image:linear-gradient(to bottom, #5bc0de, #2f96b4);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff2f96b4', GradientType=0);border-color:#2f96b4 #2f96b4 #1f6377;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#2f96b4;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-info:hover,.btn-info:focus,.btn-info:active,.btn-info.active,.btn-info.disabled,.btn-info[disabled]{color:#fff;background-color:#2f96b4;*background-color:#2a85a0}
.btn-info:active,.btn-info.active{background-color:#24748c \9}
.btn-inverse{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#363636;background-image:-moz-linear-gradient(top, #444, #222);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#444), to(#222));background-image:-webkit-linear-gradient(top, #444, #222);background-image:-o-linear-gradient(top, #444, #222);background-image:linear-gradient(to bottom, #444, #222);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff444444', endColorstr='#ff222222', GradientType=0);border-color:#222 #222 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#222;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-inverse:hover,.btn-inverse:focus,.btn-inverse:active,.btn-inverse.active,.btn-inverse.disabled,.btn-inverse[disabled]{color:#fff;background-color:#222;*background-color:#151515}
.btn-inverse:active,.btn-inverse.active{background-color:#080808 \9}
button.btn,input[type="submit"].btn{*padding-top:3px;*padding-bottom:3px}button.btn::-moz-focus-inner,input[type="submit"].btn::-moz-focus-inner{padding:0;border:0}
button.btn.btn-large,input[type="submit"].btn.btn-large{*padding-top:7px;*padding-bottom:7px}
button.btn.btn-small,input[type="submit"].btn.btn-small{*padding-top:3px;*padding-bottom:3px}
button.btn.btn-mini,input[type="submit"].btn.btn-mini{*padding-top:1px;*padding-bottom:1px}
.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-link{border-color:transparent;cursor:pointer;color:#08c;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-link:hover,.btn-link:focus{color:#005580;text-decoration:underline;background-color:transparent}
.btn-link[disabled]:hover,.btn-link[disabled]:focus{color:#333;text-decoration:none}
.btn-group{position:relative;display:inline-block;*display:inline;*zoom:1;font-size:0;vertical-align:middle;white-space:nowrap;*margin-left:.3em}.btn-group:first-child{*margin-left:0}
.btn-group+.btn-group{margin-left:5px}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px}
.btn-group>.btn{position:relative;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group>.btn+.btn{margin-left:-1px}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px}
.btn-group>.btn-mini{font-size:9.75px}
.btn-group>.btn-small{font-size:11.049999999999999px}
.btn-group>.btn-large{font-size:16.25px}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.btn-group>.btn:last-child,.btn-group>.dropdown-toggle{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.btn-group>.btn.large:first-child{margin-left:0;-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.btn-group>.btn.large:last-child,.btn-group>.large.dropdown-toggle{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active{z-index:2}
.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}
.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px}
.btn-group>.btn-mini+.dropdown-toggle{padding-left:5px;padding-right:5px;*padding-top:2px;*padding-bottom:2px}
.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px}
.btn-group>.btn-large+.dropdown-toggle{padding-left:12px;padding-right:12px;*padding-top:7px;*padding-bottom:7px}
.btn-group.open .dropdown-toggle{background-image:none;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn-group.open .btn.dropdown-toggle{background-color:#e6e6e6}
.btn-group.open .btn-primary.dropdown-toggle{background-color:#04c}
.btn-group.open .btn-warning.dropdown-toggle{background-color:#f89406}
.btn-group.open .btn-danger.dropdown-toggle{background-color:#bd362f}
.btn-group.open .btn-success.dropdown-toggle{background-color:#51a351}
.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222}
.btn .caret{margin-top:8px;margin-left:0}
.btn-large .caret{margin-top:6px}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px}
.btn-mini .caret,.btn-small .caret{margin-top:8px}
.dropup .btn-large .caret{border-bottom-width:5px}
.btn-primary .caret,.btn-warning .caret,.btn-danger .caret,.btn-info .caret,.btn-success .caret,.btn-inverse .caret{border-top-color:#fff;border-bottom-color:#fff}
.btn-group-vertical{display:inline-block;*display:inline;*zoom:1}
.btn-group-vertical>.btn{display:block;float:none;max-width:100%;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group-vertical>.btn+.btn{margin-left:0;margin-top:-1px}
.btn-group-vertical>.btn:first-child{border-radius:4px 4px 0 0;-webkit-border-radius:4px 4px 0 0;-moz-border-radius:4px 4px 0 0;border-radius:4px 4px 0 0}
.btn-group-vertical>.btn:last-child{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}
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.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255,255,255,0.5);background-color:#fcf8e3;border:1px solid #fbeed5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.alert,.alert h4{color:#c09853}
.alert h4{margin:0}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px}
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.alert-danger h4,.alert-error h4{color:#b94a48}
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.alert-block p+p{margin-top:5px}
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.tabbable:after{clear:both}
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.tabs-below>.nav-tabs>li>a{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}.tabs-below>.nav-tabs>li>a:hover,.tabs-below>.nav-tabs>li>a:focus{border-bottom-color:transparent;border-top-color:#ddd}
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.btn-navbar .icon-bar+.icon-bar{margin-top:3px}
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.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active{background-color:#000 \9}
.breadcrumb{padding:8px 15px;margin:0 0 20px;list-style:none;background-color:#f5f5f5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.breadcrumb>li{display:inline-block;*display:inline;*zoom:1;text-shadow:0 1px 0 #fff}.breadcrumb>li>.divider{padding:0 5px;color:#ccc}
.breadcrumb>.active{color:#999}
.pagination{margin:20px 0}
.pagination ul{display:inline-block;*display:inline;*zoom:1;margin-left:0;margin-bottom:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,0.05);-moz-box-shadow:0 1px 2px rgba(0,0,0,0.05);box-shadow:0 1px 2px rgba(0,0,0,0.05)}
.pagination ul>li{display:inline}
.pagination ul>li>a,.pagination ul>li>span{float:left;padding:4px 12px;line-height:20px;text-decoration:none;background-color:#fff;border:1px solid #ddd;border-left-width:0}
.pagination ul>li>a:hover,.pagination ul>li>a:focus,.pagination ul>.active>a,.pagination ul>.active>span{background-color:#f5f5f5}
.pagination ul>.active>a,.pagination ul>.active>span{color:#999;cursor:default}
.pagination ul>.disabled>span,.pagination ul>.disabled>a,.pagination ul>.disabled>a:hover,.pagination ul>.disabled>a:focus{color:#999;background-color:transparent;cursor:default}
.pagination ul>li:first-child>a,.pagination ul>li:first-child>span{border-left-width:1px;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.pagination ul>li:last-child>a,.pagination ul>li:last-child>span{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.pagination-centered{text-align:center}
.pagination-right{text-align:right}
.pagination-large ul>li>a,.pagination-large ul>li>span{padding:11px 19px;font-size:16.25px}
.pagination-large ul>li:first-child>a,.pagination-large ul>li:first-child>span{-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.pagination-large ul>li:last-child>a,.pagination-large ul>li:last-child>span{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.pagination-mini ul>li:first-child>a,.pagination-small ul>li:first-child>a,.pagination-mini ul>li:first-child>span,.pagination-small ul>li:first-child>span{-webkit-border-top-left-radius:3px;-moz-border-radius-topleft:3px;border-top-left-radius:3px;-webkit-border-bottom-left-radius:3px;-moz-border-radius-bottomleft:3px;border-bottom-left-radius:3px}
.pagination-mini ul>li:last-child>a,.pagination-small ul>li:last-child>a,.pagination-mini ul>li:last-child>span,.pagination-small ul>li:last-child>span{-webkit-border-top-right-radius:3px;-moz-border-radius-topright:3px;border-top-right-radius:3px;-webkit-border-bottom-right-radius:3px;-moz-border-radius-bottomright:3px;border-bottom-right-radius:3px}
.pagination-small ul>li>a,.pagination-small ul>li>span{padding:2px 10px;font-size:11.049999999999999px}
.pagination-mini ul>li>a,.pagination-mini ul>li>span{padding:0 6px;font-size:9.75px}
.pager{margin:20px 0;list-style:none;text-align:center;*zoom:1}.pager:before,.pager:after{display:table;content:"";line-height:0}
.pager:after{clear:both}
.pager li{display:inline}
.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#f5f5f5}
.pager .next>a,.pager .next>span{float:right}
.pager .previous>a,.pager .previous>span{float:left}
.pager .disabled>a,.pager .disabled>a:hover,.pager .disabled>a:focus,.pager .disabled>span{color:#999;background-color:#fff;cursor:default}
.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{opacity:0}
.modal-backdrop,.modal-backdrop.fade.in{opacity:.8;filter:alpha(opacity=80)}
.modal{position:fixed;top:10%;left:50%;z-index:1050;width:560px;margin-left:-280px;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.3);*border:1px solid #999;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 3px 7px rgba(0,0,0,0.3);-moz-box-shadow:0 3px 7px rgba(0,0,0,0.3);box-shadow:0 3px 7px rgba(0,0,0,0.3);-webkit-background-clip:padding-box;-moz-background-clip:padding-box;background-clip:padding-box;outline:none}.modal.fade{-webkit-transition:opacity .3s linear, top .3s ease-out;-moz-transition:opacity .3s linear, top .3s ease-out;-o-transition:opacity .3s linear, top .3s ease-out;transition:opacity .3s linear, top .3s ease-out;top:-25%}
.modal.fade.in{top:10%}
.modal-header{padding:9px 15px;border-bottom:1px solid #eee}.modal-header .close{margin-top:2px}
.modal-header h3{margin:0;line-height:30px}
.modal-body{position:relative;overflow-y:auto;max-height:400px;padding:15px}
.modal-form{margin-bottom:0}
.modal-footer{padding:14px 15px 15px;margin-bottom:0;text-align:right;background-color:#f5f5f5;border-top:1px solid #ddd;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px;-webkit-box-shadow:inset 0 1px 0 #fff;-moz-box-shadow:inset 0 1px 0 #fff;box-shadow:inset 0 1px 0 #fff;*zoom:1}.modal-footer:before,.modal-footer:after{display:table;content:"";line-height:0}
.modal-footer:after{clear:both}
.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}
.modal-footer .btn-group .btn+.btn{margin-left:-1px}
.modal-footer .btn-block+.btn-block{margin-left:0}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.8;filter:alpha(opacity=80)}
.tooltip.top{margin-top:-3px;padding:5px 0}
.tooltip.right{margin-left:3px;padding:0 5px}
.tooltip.bottom{margin-top:3px;padding:5px 0}
.tooltip.left{margin-left:-3px;padding:0 5px}
.tooltip-inner{max-width:200px;padding:8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#fff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.popover.top{margin-top:-10px}
.popover.right{margin-left:10px}
.popover.bottom{margin-top:10px}
.popover.left{margin-left:-10px}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:5px 5px 0 0;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0}.popover-title:empty{display:none}
.popover-content{padding:9px 14px}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}
.popover .arrow{border-width:11px}
.popover .arrow:after{border-width:10px;content:""}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0}
.thumbnails:after{clear:both}
.row-fluid .thumbnails{margin-left:0}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.055);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.055);box-shadow:0 1px 3px rgba(0,0,0,0.055);-webkit-transition:all .2s ease-in-out;-moz-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out}
a.thumbnail:hover,a.thumbnail:focus{border-color:#08c;-webkit-box-shadow:0 1px 4px rgba(0,105,214,0.25);-moz-box-shadow:0 1px 4px rgba(0,105,214,0.25);box-shadow:0 1px 4px rgba(0,105,214,0.25)}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto}
.thumbnail .caption{padding:9px;color:#555}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1}
.media,.media .media{margin-top:15px}
.media:first-child{margin-top:0}
.media-object{display:block}
.media-heading{margin:0 0 5px}
.media>.pull-left{margin-right:10px}
.media>.pull-right{margin-left:10px}
.media-list{margin-left:0;list-style:none}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#fff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#999}
.label{border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.badge{padding-left:9px;padding-right:9px;border-radius:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px}
.label:empty,.badge:empty{display:none}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}
.label-important,.badge-important{background-color:#b94a48}
.label-important[href],.badge-important[href]{background-color:#953b39}
.label-warning,.badge-warning{background-color:#f89406}
.label-warning[href],.badge-warning[href]{background-color:#c67605}
.label-success,.badge-success{background-color:#468847}
.label-success[href],.badge-success[href]{background-color:#356635}
.label-info,.badge-info{background-color:#3a87ad}
.label-info[href],.badge-info[href]{background-color:#2d6987}
.label-inverse,.badge-inverse{background-color:#333}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a}
.btn .label,.btn .badge{position:relative;top:-1px}
.btn-mini .label,.btn-mini .badge{top:0}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-o-keyframes progress-bar-stripes{from{background-position:0 0} to{background-position:40px 0}}@keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.progress .bar{width:0;height:100%;color:#fff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width .6s ease;-moz-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15)}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0)}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0)}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0)}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0)}
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.carousel-caption h4,.carousel-caption p{color:#fff;line-height:20px}
.carousel-caption h4{margin:0 0 5px}
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.hero-unit li{line-height:30px}
.pull-right{float:right}
.pull-left{float:left}
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.show{display:block}
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.affix{position:fixed}
@-ms-viewport{width:device-width}.hidden{display:none;visibility:hidden}
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.visible-tablet{display:none !important}
.hidden-desktop{display:none !important}
.visible-desktop{display:inherit !important}
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<h1 id="Final-Analysis">Final Analysis<a class="anchor-link" href="#Final-Analysis">&#182;</a></h1>
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In&nbsp;[1]:
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> <span class="n">inline</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">statsmodels.formula.api</span> <span class="kn">as</span> <span class="nn">smf</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span>
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<h2 id="Import-Data">Import Data<a class="anchor-link" href="#Import-Data">&#182;</a></h2>
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<div class="highlight"><pre><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">FFM medical landscapre</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">ffmPlans</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">&#39;data/2015_QHP_Landscape_Individual_Market_Medical.csv&#39;</span><span class="p">)</span>
<span class="n">ffmPlanIds</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Plan ID (standard component)&#39;</span><span class="p">])</span>

<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">2015 Unified Rate Review</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">urr</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">&#39;data/URR_2015.csv&#39;</span><span class="p">)</span>
<span class="n">urr</span> <span class="o">=</span> <span class="n">urr</span><span class="p">[(</span><span class="n">urr</span><span class="p">[</span><span class="s">&#39;Exchange Plan&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">urr</span><span class="p">[</span><span class="s">&#39;Market&#39;</span><span class="p">]</span><span class="o">==</span><span class="s">&#39;Individual&#39;</span><span class="p">)]</span>

<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">2014 Unified Rate Review</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">urr14</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">&#39;data/URR_2014.csv&#39;</span><span class="p">)</span>
<span class="n">prev</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">urr</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">])</span><span class="o">&amp;</span><span class="n">ffmPlanIds</span><span class="o">&amp;</span><span class="nb">set</span><span class="p">(</span><span class="n">urr14</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">])</span>
<span class="n">urr14</span> <span class="o">=</span> <span class="n">urr14</span><span class="p">[</span><span class="n">urr14</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">p</span><span class="p">:</span><span class="n">p</span> <span class="ow">in</span> <span class="n">prev</span><span class="p">)]</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>

<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Get overlap between 2015 and 2014 URR (data wrangling step 1 in paper)</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">sub</span> <span class="o">=</span> <span class="n">urr</span><span class="p">[</span><span class="n">urr</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">p</span><span class="p">:</span><span class="n">p</span> <span class="ow">in</span> <span class="n">prev</span><span class="p">)]</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">urr14</span><span class="p">)</span><span class="o">==</span><span class="nb">len</span><span class="p">(</span><span class="n">sub</span><span class="p">)</span>
<span class="k">assert</span> <span class="nb">all</span><span class="p">(</span><span class="n">sub</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">urr14</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">])</span>
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//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1170: DtypeWarning: Columns (17,18) have mixed types. Specify dtype option on import or set low_memory=False.
  data = self._reader.read(nrows)

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<h2 id="Why-Index-Rate-for-Projection-Period-is-best-measure-of-Issuer-per-State-cost">Why Index Rate for Projection Period is best measure of Issuer per State cost<a class="anchor-link" href="#Why-Index-Rate-for-Projection-Period-is-best-measure-of-Issuer-per-State-cost">&#182;</a></h2>
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<h3 id="Table-1">Table 1<a class="anchor-link" href="#Table-1">&#182;</a></h3>
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In&nbsp;[3]:
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<div class="highlight"><pre><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Regression analysis to show the predictive power of index rate on final premiums shown to consumers</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">overlap</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Plan ID (standard component)&#39;</span><span class="p">])</span><span class="o">&amp;</span><span class="nb">set</span><span class="p">(</span><span class="n">urr</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">])</span>

<span class="n">ffmPlans</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="p">[</span><span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Plan ID (standard component)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">p</span><span class="p">:</span><span class="n">p</span> <span class="ow">in</span> <span class="n">overlap</span><span class="p">)]</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Premium&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Premium Adult Individual Age 21&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="nb">float</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;$&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;,&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)))</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Deductible&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Medical Deductible-individual-standard&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="nb">float</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;$&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;,&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)))</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Moop&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;Medical Maximum Out Of Pocket - individual - standard&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="nb">float</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;$&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s">&#39;,&#39;</span><span class="p">,</span><span class="s">&#39;&#39;</span><span class="p">)))</span>
<span class="n">ffmPlans</span><span class="o">=</span><span class="n">ffmPlans</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s">&#39;Plan Type&#39;</span><span class="p">:</span><span class="s">&#39;PlanNetworkType&#39;</span><span class="p">,</span><span class="s">&#39;Metal Level&#39;</span><span class="p">:</span><span class="s">&#39;Metal&#39;</span><span class="p">,</span><span class="s">&#39;Rating Area&#39;</span><span class="p">:</span><span class="s">&#39;RatingArea&#39;</span><span class="p">,</span><span class="s">&#39;Issuer Name&#39;</span><span class="p">:</span><span class="s">&#39;Issuer&#39;</span><span class="p">,</span><span class="s">&#39;Plan ID (standard component)&#39;</span><span class="p">:</span><span class="s">&#39;PlanId&#39;</span><span class="p">})</span>

<span class="n">lookup</span> <span class="o">=</span> <span class="n">urr</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">)[</span><span class="s">&#39;Index Rate for Projection Period&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;ProjectedIndexRate&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="o">.</span><span class="n">PlanId</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">lookup</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">lookup</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">)</span>
<span class="n">lookup</span> <span class="o">=</span> <span class="n">urr</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">)[</span><span class="s">&#39;AV Metal Value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;AvMetal&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="o">.</span><span class="n">PlanId</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">lookup</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">lookup</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">)</span>
<span class="n">lookup</span> <span class="o">=</span> <span class="n">urr</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">)[</span><span class="s">&#39;Plan Section 4 - Plan Adjusted Index Rate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;ProjectedPlanAdjustedIndexRate&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="o">.</span><span class="n">PlanId</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">lookup</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">lookup</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">)</span>

<span class="n">ffmPlans</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;ProjectedIndexRate&#39;</span><span class="p">])</span>
<span class="n">ffmPlans</span><span class="p">[</span><span class="s">&#39;StateRatingArea&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ffmPlans</span><span class="o">.</span><span class="n">State</span><span class="o">+</span><span class="n">ffmPlans</span><span class="o">.</span><span class="n">RatingArea</span>

<span class="n">est</span> <span class="o">=</span> <span class="n">smf</span><span class="o">.</span><span class="n">ols</span><span class="p">(</span><span class="n">formula</span><span class="o">=</span><span class="s">&#39;Premium ~ ProjectedIndexRate+C(Metal)+PlanNetworkType+C(State)&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">ffmPlans</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">est</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<caption>OLS Regression Results</caption>
<tr>
  <th>Dep. Variable:</th>         <td>Premium</td>     <th>  R-squared:         </th>  <td>   0.765</td>  
</tr>
<tr>
  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th>  <td>   0.765</td>  
</tr>
<tr>
  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>  <td>   7594.</td>  
</tr>
<tr>
  <th>Date:</th>             <td>Thu, 16 Jul 2015</td> <th>  Prob (F-statistic):</th>   <td>  0.00</td>   
</tr>
<tr>
  <th>Time:</th>                 <td>11:05:08</td>     <th>  Log-Likelihood:    </th> <td>-4.6950e+05</td>
</tr>
<tr>
  <th>No. Observations:</th>      <td> 95546</td>      <th>  AIC:               </th>  <td>9.391e+05</td> 
</tr>
<tr>
  <th>Df Residuals:</th>          <td> 95504</td>      <th>  BIC:               </th>  <td>9.395e+05</td> 
</tr>
<tr>
  <th>Df Model:</th>              <td>    41</td>      <th>                     </th>      <td> </td>     
</tr>
</table>
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<tr>
              <td></td>                <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> 
</tr>
<tr>
  <th>Intercept</th>                <td>  148.7303</td> <td>    2.143</td> <td>   69.412</td> <td> 0.000</td> <td>  144.531   152.930</td>
</tr>
<tr>
  <th>C(Metal)[T.Catastrophic]</th> <td>  -36.0088</td> <td>    0.493</td> <td>  -73.057</td> <td> 0.000</td> <td>  -36.975   -35.043</td>
</tr>
<tr>
  <th>C(Metal)[T.Gold]</th>         <td>   95.3292</td> <td>    0.298</td> <td>  319.430</td> <td> 0.000</td> <td>   94.744    95.914</td>
</tr>
<tr>
  <th>C(Metal)[T.Platinum]</th>     <td>  157.7984</td> <td>    0.543</td> <td>  290.679</td> <td> 0.000</td> <td>  156.734   158.862</td>
</tr>
<tr>
  <th>C(Metal)[T.Silver]</th>       <td>   46.8603</td> <td>    0.265</td> <td>  176.535</td> <td> 0.000</td> <td>   46.340    47.381</td>
</tr>
<tr>
  <th>PlanNetworkType[T.HMO]</th>   <td>   -6.8747</td> <td>    0.639</td> <td>  -10.759</td> <td> 0.000</td> <td>   -8.127    -5.622</td>
</tr>
<tr>
  <th>PlanNetworkType[T.POS]</th>   <td>    4.9553</td> <td>    0.727</td> <td>    6.821</td> <td> 0.000</td> <td>    3.531     6.379</td>
</tr>
<tr>
  <th>PlanNetworkType[T.PPO]</th>   <td>   25.1099</td> <td>    0.660</td> <td>   38.062</td> <td> 0.000</td> <td>   23.817    26.403</td>
</tr>
<tr>
  <th>C(State)[T.AL]</th>           <td>  -70.6042</td> <td>    1.850</td> <td>  -38.165</td> <td> 0.000</td> <td>  -74.230   -66.978</td>
</tr>
<tr>
  <th>C(State)[T.AR]</th>           <td>  -59.6816</td> <td>    1.721</td> <td>  -34.674</td> <td> 0.000</td> <td>  -63.055   -56.308</td>
</tr>
<tr>
  <th>C(State)[T.AZ]</th>           <td>  -46.9921</td> <td>    1.891</td> <td>  -24.848</td> <td> 0.000</td> <td>  -50.699   -43.285</td>
</tr>
<tr>
  <th>C(State)[T.DE]</th>           <td>  -43.8327</td> <td>    4.109</td> <td>  -10.667</td> <td> 0.000</td> <td>  -51.887   -35.778</td>
</tr>
<tr>
  <th>C(State)[T.FL]</th>           <td>  -22.2946</td> <td>    1.634</td> <td>  -13.644</td> <td> 0.000</td> <td>  -25.497   -19.092</td>
</tr>
<tr>
  <th>C(State)[T.GA]</th>           <td>  -22.9741</td> <td>    1.619</td> <td>  -14.186</td> <td> 0.000</td> <td>  -26.148   -19.800</td>
</tr>
<tr>
  <th>C(State)[T.IA]</th>           <td>  -42.3610</td> <td>    1.931</td> <td>  -21.934</td> <td> 0.000</td> <td>  -46.146   -38.576</td>
</tr>
<tr>
  <th>C(State)[T.IL]</th>           <td>  -46.3670</td> <td>    1.675</td> <td>  -27.675</td> <td> 0.000</td> <td>  -49.651   -43.083</td>
</tr>
<tr>
  <th>C(State)[T.IN]</th>           <td>  -10.1865</td> <td>    1.553</td> <td>   -6.560</td> <td> 0.000</td> <td>  -13.230    -7.143</td>
</tr>
<tr>
  <th>C(State)[T.KS]</th>           <td>  -95.3133</td> <td>    1.747</td> <td>  -54.549</td> <td> 0.000</td> <td>  -98.738   -91.889</td>
</tr>
<tr>
  <th>C(State)[T.LA]</th>           <td>  -31.0296</td> <td>    1.607</td> <td>  -19.314</td> <td> 0.000</td> <td>  -34.178   -27.881</td>
</tr>
<tr>
  <th>C(State)[T.ME]</th>           <td>  -21.2795</td> <td>    2.152</td> <td>   -9.888</td> <td> 0.000</td> <td>  -25.498   -17.061</td>
</tr>
<tr>
  <th>C(State)[T.MI]</th>           <td>  -42.4392</td> <td>    1.622</td> <td>  -26.167</td> <td> 0.000</td> <td>  -45.618   -39.260</td>
</tr>
<tr>
  <th>C(State)[T.MO]</th>           <td>  -31.6473</td> <td>    1.744</td> <td>  -18.150</td> <td> 0.000</td> <td>  -35.065   -28.230</td>
</tr>
<tr>
  <th>C(State)[T.MS]</th>           <td>  -34.3088</td> <td>    1.727</td> <td>  -19.863</td> <td> 0.000</td> <td>  -37.694   -30.923</td>
</tr>
<tr>
  <th>C(State)[T.MT]</th>           <td>  -73.3897</td> <td>    1.784</td> <td>  -41.132</td> <td> 0.000</td> <td>  -76.887   -69.893</td>
</tr>
<tr>
  <th>C(State)[T.NC]</th>           <td>  -30.5965</td> <td>    1.615</td> <td>  -18.946</td> <td> 0.000</td> <td>  -33.762   -27.431</td>
</tr>
<tr>
  <th>C(State)[T.ND]</th>           <td>  -45.3742</td> <td>    1.784</td> <td>  -25.429</td> <td> 0.000</td> <td>  -48.872   -41.877</td>
</tr>
<tr>
  <th>C(State)[T.NE]</th>           <td>  -33.6294</td> <td>    1.702</td> <td>  -19.762</td> <td> 0.000</td> <td>  -36.965   -30.294</td>
</tr>
<tr>
  <th>C(State)[T.NH]</th>           <td>  -35.2685</td> <td>    2.242</td> <td>  -15.730</td> <td> 0.000</td> <td>  -39.663   -30.874</td>
</tr>
<tr>
  <th>C(State)[T.NJ]</th>           <td>   -3.2433</td> <td>    1.789</td> <td>   -1.813</td> <td> 0.070</td> <td>   -6.750     0.264</td>
</tr>
<tr>
  <th>C(State)[T.OH]</th>           <td>  -35.1388</td> <td>    1.616</td> <td>  -21.749</td> <td> 0.000</td> <td>  -38.305   -31.972</td>
</tr>
<tr>
  <th>C(State)[T.OK]</th>           <td>  -70.7722</td> <td>    1.761</td> <td>  -40.186</td> <td> 0.000</td> <td>  -74.224   -67.320</td>
</tr>
<tr>
  <th>C(State)[T.PA]</th>           <td>  -77.5729</td> <td>    1.647</td> <td>  -47.086</td> <td> 0.000</td> <td>  -80.802   -74.344</td>
</tr>
<tr>
  <th>C(State)[T.SC]</th>           <td>  -34.8191</td> <td>    1.685</td> <td>  -20.663</td> <td> 0.000</td> <td>  -38.122   -31.516</td>
</tr>
<tr>
  <th>C(State)[T.SD]</th>           <td>  -46.4702</td> <td>    1.733</td> <td>  -26.818</td> <td> 0.000</td> <td>  -49.866   -43.074</td>
</tr>
<tr>
  <th>C(State)[T.TN]</th>           <td>  -67.0819</td> <td>    1.724</td> <td>  -38.904</td> <td> 0.000</td> <td>  -70.462   -63.702</td>
</tr>
<tr>
  <th>C(State)[T.TX]</th>           <td>  -42.1135</td> <td>    1.643</td> <td>  -25.633</td> <td> 0.000</td> <td>  -45.334   -38.893</td>
</tr>
<tr>
  <th>C(State)[T.UT]</th>           <td>  -74.4249</td> <td>    1.840</td> <td>  -40.457</td> <td> 0.000</td> <td>  -78.031   -70.819</td>
</tr>
<tr>
  <th>C(State)[T.VA]</th>           <td>  -41.4292</td> <td>    1.641</td> <td>  -25.251</td> <td> 0.000</td> <td>  -44.645   -38.213</td>
</tr>
<tr>
  <th>C(State)[T.WI]</th>           <td>  -24.9885</td> <td>    1.496</td> <td>  -16.707</td> <td> 0.000</td> <td>  -27.920   -22.057</td>
</tr>
<tr>
  <th>C(State)[T.WV]</th>           <td>  -66.9652</td> <td>    1.962</td> <td>  -34.137</td> <td> 0.000</td> <td>  -70.810   -63.120</td>
</tr>
<tr>
  <th>C(State)[T.WY]</th>           <td>   17.9853</td> <td>    1.682</td> <td>   10.696</td> <td> 0.000</td> <td>   14.689    21.281</td>
</tr>
<tr>
  <th>ProjectedIndexRate</th>       <td>    0.1872</td> <td>    0.002</td> <td>  118.962</td> <td> 0.000</td> <td>    0.184     0.190</td>
</tr>
</table>
<table class="simpletable">
<tr>
  <th>Omnibus:</th>       <td>12134.993</td> <th>  Durbin-Watson:     </th> <td>   0.575</td> 
</tr>
<tr>
  <th>Prob(Omnibus):</th>  <td> 0.000</td>   <th>  Jarque-Bera (JB):  </th> <td>29738.633</td>
</tr>
<tr>
  <th>Skew:</th>           <td> 0.738</td>   <th>  Prob(JB):          </th> <td>    0.00</td> 
</tr>
<tr>
  <th>Kurtosis:</th>       <td> 5.301</td>   <th>  Cond. No.          </th> <td>4.16e+04</td> 
</tr>
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<div class="highlight"><pre><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Data wrangling step 2 and 4</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">urr14</span><span class="p">[[</span><span class="s">&#39;Company Legal Name&#39;</span><span class="p">,</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">,</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">,</span><span class="s">&#39;State&#39;</span><span class="p">,</span><span class="s">&#39;Index Rate for Projection Period&#39;</span><span class="p">,</span><span class="s">&#39;Plan Section 4 - Average Rate PMPM&#39;</span><span class="p">]]</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;Company&#39;</span><span class="p">,</span><span class="s">&#39;Issuer&#39;</span><span class="p">,</span><span class="s">&#39;PlanId&#39;</span><span class="p">,</span><span class="s">&#39;State&#39;</span><span class="p">,</span><span class="s">&#39;Index14&#39;</span><span class="p">,</span><span class="s">&#39;PlanIndex14&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">c1</span><span class="p">,</span><span class="n">c2</span> <span class="ow">in</span> <span class="p">[(</span><span class="s">&#39;Index Rate for Projection Period&#39;</span><span class="p">,</span><span class="s">&#39;Index15&#39;</span><span class="p">),(</span><span class="s">&#39;Projected Member Months&#39;</span><span class="p">,</span><span class="s">&#39;Mem15&#39;</span><span class="p">),(</span><span class="s">&#39;Experience Period Member Months&#39;</span><span class="p">,</span><span class="s">&#39;MemExp15&#39;</span><span class="p">),(</span><span class="s">&#39;Plan Section 4 - Plan Adjusted Index Rate&#39;</span><span class="p">,</span><span class="s">&#39;PlanIndex15&#39;</span><span class="p">),(</span><span class="s">&#39;Incurred Claims in Experience Period (PMPM)&#39;</span><span class="p">,</span><span class="s">&#39;ClaimsExp15&#39;</span><span class="p">),(</span><span class="s">&#39;Premiums (net of MLR Rebate) in Experience Period (PMPM)&#39;</span><span class="p">,</span><span class="s">&#39;PremiumsExp15&#39;</span><span class="p">)]:</span>
    <span class="n">df</span><span class="p">[</span><span class="n">c2</span><span class="p">]</span> <span class="o">=</span> <span class="n">sub</span><span class="p">[</span><span class="n">c1</span><span class="p">]</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;IndexChg&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">Index15</span><span class="o">/</span><span class="n">df</span><span class="o">.</span><span class="n">Index14</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;PlanIndexChg&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">PlanIndex15</span><span class="o">/</span><span class="n">df</span><span class="o">.</span><span class="n">PlanIndex14</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;MLR&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">ClaimsExp15</span><span class="o">/</span><span class="n">df</span><span class="o">.</span><span class="n">PremiumsExp15</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Company</th>
      <th>Issuer</th>
      <th>PlanId</th>
      <th>State</th>
      <th>Index14</th>
      <th>PlanIndex14</th>
      <th>Index15</th>
      <th>Mem15</th>
      <th>MemExp15</th>
      <th>PlanIndex15</th>
      <th>ClaimsExp15</th>
      <th>PremiumsExp15</th>
      <th>IndexChg</th>
      <th>PlanIndexChg</th>
      <th>MLR</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>Freelancers CO-OP of New Jersey</td>
      <td>10191</td>
      <td>10191NJ0030001</td>
      <td>NJ</td>
      <td>540.757</td>
      <td>380.3042</td>
      <td>486.4124</td>
      <td>139124</td>
      <td>1</td>
      <td>373.18</td>
      <td>1</td>
      <td>1</td>
      <td>0.899503</td>
      <td>0.981267</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Freelancers CO-OP of New Jersey</td>
      <td>10191</td>
      <td>10191NJ0030002</td>
      <td>NJ</td>
      <td>540.757</td>
      <td>424.5480</td>
      <td>486.4124</td>
      <td>139124</td>
      <td>1</td>
      <td>382.11</td>
      <td>1</td>
      <td>1</td>
      <td>0.899503</td>
      <td>0.900040</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Freelancers CO-OP of New Jersey</td>
      <td>10191</td>
      <td>10191NJ0050001</td>
      <td>NJ</td>
      <td>540.757</td>
      <td>433.9558</td>
      <td>486.4124</td>
      <td>139124</td>
      <td>1</td>
      <td>389.72</td>
      <td>1</td>
      <td>1</td>
      <td>0.899503</td>
      <td>0.898064</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Freelancers CO-OP of New Jersey</td>
      <td>10191</td>
      <td>10191NJ0050002</td>
      <td>NJ</td>
      <td>540.757</td>
      <td>479.9313</td>
      <td>486.4124</td>
      <td>139124</td>
      <td>1</td>
      <td>524.94</td>
      <td>1</td>
      <td>1</td>
      <td>0.899503</td>
      <td>1.093782</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Freelancers CO-OP of New Jersey</td>
      <td>10191</td>
      <td>10191NJ0050003</td>
      <td>NJ</td>
      <td>540.757</td>
      <td>529.4393</td>
      <td>486.4124</td>
      <td>139124</td>
      <td>1</td>
      <td>642.20</td>
      <td>1</td>
      <td>1</td>
      <td>0.899503</td>
      <td>1.212981</td>
      <td>1</td>
    </tr>
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<h2 id="Market-Size-and-Change-in-Projected-Index-Rate">Market Size and Change in Projected Index Rate<a class="anchor-link" href="#Market-Size-and-Change-in-Projected-Index-Rate">&#182;</a></h2>
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<h3 id="projected-member-months-is-used-as-a-proxy-for-market-size-br-36-are-new-entrants-with-no-experience-making-experience-period-member-months-a-spare-feature-br-cite-aetna-and-other-carriers-that-chose-to-be-off-exchange-in-2014-but-joint-2015">Projected Member Months is used as a proxy for market size<br> 36% are new entrants with no experience, making Experience Period Member Months a spare feature<br> Cite Aetna and other carriers that chose to be off exchange in 2014, but joint 2015</h3>
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<div class="highlight"><pre><span class="k">for</span> <span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="n">i</span><span class="p">),</span><span class="n">g</span> <span class="ow">in</span> <span class="n">sub</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s">&#39;State&#39;</span><span class="p">,</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]):</span>
    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="s">&#39;Projected Member Months&#39;</span><span class="p">]))</span><span class="o">==</span><span class="mi">1</span>
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<h3 id="Experience-Member-Months-is-inadequate.-Rampant-missing-data-such-as-Bridgespan-in-Oregon.">Experience Member Months is inadequate. Rampant missing data such as Bridgespan in Oregon.<a class="anchor-link" href="#Experience-Member-Months-is-inadequate.-Rampant-missing-data-such-as-Bridgespan-in-Oregon.">&#182;</a></h3>
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<div class="highlight"><pre><span class="c"># weird missing data about those with experience period</span>

<span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="p">(</span><span class="n">c</span><span class="p">,</span><span class="n">i</span><span class="p">),</span><span class="n">g</span> <span class="ow">in</span> <span class="n">sub</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s">&#39;State&#39;</span><span class="p">,</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]):</span>
    <span class="k">if</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="s">&#39;Experience Period Member Months&#39;</span><span class="p">]))[</span><span class="mi">0</span><span class="p">]</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">counter</span><span class="o">+=</span><span class="mi">1</span>
    <span class="n">total</span><span class="o">+=</span><span class="mi">1</span>

<span class="c"># percentage of new entrants</span>
<span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">counter</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">total</span><span class="p">))</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span><span class="n">total</span><span class="p">,</span> <span class="n">counter</span>
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(34.75177304964539, 141, 92)
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<h3 id="projected-member-months-as-a-proxy-br-market-share-calculation-as-well-as-validation-from-2013-kaiser-foundation-database">Projected Member Months as a proxy<br> Market Share calculation as well as Validation from 2013 Kaiser Foundation database</h3>
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<div class="highlight"><pre><span class="n">tmp</span> <span class="o">=</span> <span class="n">urr</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span><span class="p">[</span><span class="n">tmp</span><span class="p">[</span><span class="s">&#39;Plan ID (Standard Component ID)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">p</span><span class="p">:</span><span class="n">p</span> <span class="ow">in</span> <span class="n">ffmPlanIds</span><span class="p">)]</span>

<span class="n">res</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>
<span class="n">marketLookup</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">compLookup</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">rankLookup</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">s</span><span class="p">,</span><span class="n">g</span> <span class="ow">in</span> <span class="n">tmp</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">&#39;State&#39;</span><span class="p">):</span>
    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]))</span><span class="o">&gt;=</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">marketLookup</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
        <span class="n">compLookup</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
        <span class="n">rankLookup</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">=</span><span class="p">{}</span>
        <span class="n">line</span> <span class="o">=</span> <span class="n">s</span><span class="o">+</span><span class="s">&#39;,&#39;</span>
        <span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">])</span><span class="o">.</span>\
            <span class="n">sort</span><span class="p">(</span><span class="s">&#39;Projected Member Months&#39;</span><span class="p">,</span><span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
        <span class="n">g</span><span class="p">[</span><span class="s">&#39;MarketSize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">g</span><span class="p">[</span><span class="s">&#39;Projected Member Months&#39;</span><span class="p">]</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="s">&#39;Projected Member Months&#39;</span><span class="p">])</span><span class="o">*</span><span class="mi">100</span>
        <span class="n">rank</span> <span class="o">=</span> <span class="mi">1</span>
        <span class="k">for</span> <span class="n">_</span><span class="p">,</span><span class="n">r</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">&#39;MarketSize&#39;</span><span class="p">,</span><span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
            <span class="n">line</span> <span class="o">+=</span> <span class="s">&#39;&quot;&#39;</span><span class="o">+</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;Company Legal Name&#39;</span><span class="p">]</span><span class="o">+</span><span class="s">&#39;&quot;,&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;MarketSize&#39;</span><span class="p">])</span><span class="o">+</span><span class="s">&#39;,&#39;</span>
            <span class="n">marketLookup</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]]</span><span class="o">=</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;MarketSize&#39;</span><span class="p">]</span>
            <span class="n">compLookup</span><span class="p">[</span><span class="n">s</span><span class="p">]</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]))</span>
            <span class="n">rankLookup</span><span class="p">[</span><span class="n">s</span><span class="p">][</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;HIOS Issuer ID&#39;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">rank</span>
            <span class="n">rank</span><span class="o">+=</span><span class="mi">1</span>
        <span class="n">res</span><span class="o">+=</span><span class="n">line</span><span class="o">+</span><span class="s">&#39;</span><span class="se">\n</span><span class="s">&#39;</span>
        
<span class="c"># open(&#39;MemMthMarket.csv&#39;,&#39;w&#39;).write(res)</span>
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<h3 id="Diagrams-about-Market-Share">Diagrams about Market Share<a class="anchor-link" href="#Diagrams-about-Market-Share">&#182;</a></h3>
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<h3 id="Fig-1">Fig 1<a class="anchor-link" href="#Fig-1">&#182;</a></h3>
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In&nbsp;[8]:
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<div class="highlight"><pre><span class="c"># diagram on number of issuers in each state</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>
<span class="c"># plt.xticks(range(0,101,10),fontsize=14)  </span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;State&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Number of Issuers&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">marketLookup</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">tmp</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">tmp</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span><span class="n">y</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">+.</span><span class="mi">4</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))),</span> <span class="n">x</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
<span class="c"># plt.hist(reduce(lambda x,y:x+y,[v.values() for v in marketLookup.values()]),bins = 20,color=&quot;#3F5D7D&quot;)</span>
<span class="c"># plt.title(&quot;Number of Issuers in each State&quot;, fontsize=16)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig1.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;State&#39;</span><span class="p">,</span><span class="s">&#39;Number of Issuers&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;State&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 1 - data.csv&#39;</span><span class="p">)</span>
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<h3 id="Fig-2">Fig 2<a class="anchor-link" href="#Fig-2">&#182;</a></h3>
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In&nbsp;[9]:
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<div class="highlight"><pre><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">101</span><span class="p">,</span><span class="mi">10</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Market Share Within State&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Number of Issuers&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="nb">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">:</span><span class="n">x</span><span class="o">+</span><span class="n">y</span><span class="p">,[</span><span class="n">v</span><span class="o">.</span><span class="n">values</span><span class="p">()</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">marketLookup</span><span class="o">.</span><span class="n">values</span><span class="p">()]),</span><span class="n">bins</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">&quot;Number of Issuers against Market Share Within State&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig2.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Market Share Within State&#39;</span><span class="p">,</span><span class="s">&#39;Number of Issuers&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Market Share Within State&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 2 - data.csv&#39;</span><span class="p">)</span>
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<h3 id="Apply-market-size-mapping-to-df">Apply market size mapping to df<a class="anchor-link" href="#Apply-market-size-mapping-to-df">&#182;</a></h3>
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<div class="highlight"><pre><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Calculating Market Rank as in data wrangling step 2</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;MarketSize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span><span class="n">marketLookup</span><span class="p">[</span><span class="n">r</span><span class="o">.</span><span class="n">State</span><span class="p">][</span><span class="n">r</span><span class="o">.</span><span class="n">Issuer</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;MarketRank&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span><span class="n">rankLookup</span><span class="p">[</span><span class="n">r</span><span class="o">.</span><span class="n">State</span><span class="p">][</span><span class="n">r</span><span class="o">.</span><span class="n">Issuer</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s">&#39;StateIssuer&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">State</span><span class="o">+</span><span class="n">df</span><span class="o">.</span><span class="n">Issuer</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>

<span class="n">tmp</span> <span class="o">=</span> <span class="bp">None</span>
<span class="k">for</span> <span class="n">si</span><span class="p">,</span><span class="n">g</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">&#39;StateIssuer&#39;</span><span class="p">):</span>
    <span class="n">g</span><span class="p">[</span><span class="s">&#39;PlanIndexChgAvg&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">PlanIndexChg</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="n">g</span><span class="p">[</span><span class="s">&#39;PlanIndexIncreaseProportion&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">PlanIndexChg</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">])</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    <span class="k">if</span> <span class="n">tmp</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
        <span class="n">tmp</span> <span class="o">=</span> <span class="n">g</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">tmp</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;StateIssuer&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    Out[29]:</div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Company</th>
      <th>Issuer</th>
      <th>PlanId</th>
      <th>State</th>
      <th>Index14</th>
      <th>PlanIndex14</th>
      <th>Index15</th>
      <th>Mem15</th>
      <th>MemExp15</th>
      <th>PlanIndex15</th>
      <th>ClaimsExp15</th>
      <th>PremiumsExp15</th>
      <th>IndexChg</th>
      <th>PlanIndexChg</th>
      <th>MLR</th>
      <th>MarketSize</th>
      <th>MarketRank</th>
      <th>StateIssuer</th>
      <th>PlanIndexChgAvg</th>
      <th>PlanIndexIncreaseProportion</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>651</th>
      <td>Premera Blue Shield Blue Cross</td>
      <td>38344</td>
      <td>38344AK0570001</td>
      <td>AK</td>
      <td>836.3000</td>
      <td>487.0324</td>
      <td>1468.7300</td>
      <td>31260</td>
      <td>62545</td>
      <td>540.870</td>
      <td>199.309402</td>
      <td>299.1675</td>
      <td>1.756224</td>
      <td>1.110542</td>
      <td>0.666213</td>
      <td>24.447468</td>
      <td>2</td>
      <td>AK38344</td>
      <td>1.366418</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>763</th>
      <td>Humana Insurance Company</td>
      <td>44580</td>
      <td>44580AL0360001</td>
      <td>AL</td>
      <td>337.8200</td>
      <td>159.2000</td>
      <td>428.3300</td>
      <td>80704</td>
      <td>26710</td>
      <td>210.250</td>
      <td>90.327566</td>
      <td>146.3580</td>
      <td>1.267924</td>
      <td>1.320666</td>
      <td>0.617169</td>
      <td>2.887934</td>
      <td>2</td>
      <td>AL44580</td>
      <td>1.333553</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>816</th>
      <td>Blue Cross and Blue Shield of Alabama</td>
      <td>46944</td>
      <td>46944AL0300001</td>
      <td>AL</td>
      <td>375.1600</td>
      <td>444.8323</td>
      <td>441.7284</td>
      <td>2685000</td>
      <td>1428120</td>
      <td>508.520</td>
      <td>184.183460</td>
      <td>188.4623</td>
      <td>1.177440</td>
      <td>1.143172</td>
      <td>0.977296</td>
      <td>96.080764</td>
      <td>1</td>
      <td>AL46944</td>
      <td>1.143177</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>1040</th>
      <td>Celtic Insurance Company</td>
      <td>62141</td>
      <td>62141AR0080001</td>
      <td>AR</td>
      <td>503.0122</td>
      <td>497.9885</td>
      <td>427.9816</td>
      <td>594087</td>
      <td>2856</td>
      <td>398.846</td>
      <td>160.149860</td>
      <td>271.8725</td>
      <td>0.850837</td>
      <td>0.800914</td>
      <td>0.589062</td>
      <td>18.279201</td>
      <td>2</td>
      <td>AR62141</td>
      <td>0.815606</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>1220</th>
      <td>QCA Health Plan, Inc.</td>
      <td>70525</td>
      <td>70525AR0070003</td>
      <td>AR</td>
      <td>337.3635</td>
      <td>311.4154</td>
      <td>453.8100</td>
      <td>147984</td>
      <td>85518</td>
      <td>428.310</td>
      <td>119.963250</td>
      <td>153.1834</td>
      <td>1.345166</td>
      <td>1.375366</td>
      <td>0.783135</td>
      <td>4.553254</td>
      <td>3</td>
      <td>AR70525</td>
      <td>1.372366</td>
      <td>0.964286</td>
    </tr>
  </tbody>
</table>
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<h3 id="Index-Rate-Change-Diagram">Index Rate Change Diagram<a class="anchor-link" href="#Index-Rate-Change-Diagram">&#182;</a></h3>
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<h3 id="Fig-3">Fig 3<a class="anchor-link" href="#Fig-3">&#182;</a></h3>
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In&nbsp;[11]:
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<div class="highlight"><pre><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Premium Changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:(</span><span class="n">x</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">),</span><span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>

<span class="n">x0</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:(</span><span class="n">x</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s">&#39;Mean: {:0.1f}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x0</span><span class="p">),</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
        <span class="n">xycoords</span><span class="o">=</span><span class="p">(</span><span class="s">&#39;data&#39;</span><span class="p">,</span> <span class="s">&#39;axes fraction&#39;</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s">&#39;offset points&#39;</span><span class="p">,</span>
        <span class="n">horizontalalignment</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">,</span> <span class="n">verticalalignment</span><span class="o">=</span><span class="s">&#39;center&#39;</span><span class="p">,</span>
        <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span><span class="o">=</span><span class="s">&#39;-|&gt;&#39;</span><span class="p">,</span> <span class="n">fc</span><span class="o">=</span><span class="s">&#39;black&#39;</span><span class="p">,</span> <span class="n">shrinkA</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">shrinkB</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                        <span class="n">connectionstyle</span><span class="o">=</span><span class="s">&#39;angle,angleA=0,angleB=90,rad=10&#39;</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span>
        <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s">&#39;dashed&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig3.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span><span class="s">&quot;Premium Changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">])</span>\
    <span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&quot;Frequency&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 3 - data.csv&#39;</span><span class="p">)</span>
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<h3 id="Fig-4">Fig 4<a class="anchor-link" href="#Fig-4">&#182;</a></h3>
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In&nbsp;[12]:
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<div class="highlight"><pre><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Market share ranking within state&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Issuer premium changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">MarketRank</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:(</span><span class="n">x</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">),</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig4.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>


<span class="n">threshold</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">State</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">s</span><span class="p">:</span><span class="mf">100.</span><span class="o">/</span><span class="n">compLookup</span><span class="p">[</span><span class="n">s</span><span class="p">])</span>
<span class="n">threshold</span><span class="o">=</span><span class="mi">50</span>
<span class="n">lower</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">IndexChg</span>
<span class="n">higher</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">&lt;=</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">IndexChg</span>
<span class="k">print</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">lower</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">higher</span><span class="p">)</span>
<span class="k">print</span> <span class="n">stats</span><span class="o">.</span><span class="n">ttest_ind</span><span class="p">(</span><span class="n">lower</span><span class="p">,</span> <span class="n">higher</span><span class="p">)</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">MarketRank</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:(</span><span class="n">x</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">)),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&quot;Market share ranking within state&quot;</span><span class="p">,</span><span class="s">&quot;Issuer premium changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">])</span>\
    <span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&quot;Market share ranking within state&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 4 - data.csv&#39;</span><span class="p">)</span>
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1.16293245582 1.23150666994
(-1.2521202005457188, 0.21262883687103476)

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<h2 id="Results">Results<a class="anchor-link" href="#Results">&#182;</a></h2>
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<h3 id="Largest-issuer-of-each-state-raised-premiums-on-average-10.3%-higher-than-other-same-state-issuers.-Statistically-significant-with-a-one-tailed-paired-t-test.">Largest issuer of each state raised premiums on average 10.3% higher than other same-state issuers. Statistically significant with a one-tailed paired t-test.<a class="anchor-link" href="#Largest-issuer-of-each-state-raised-premiums-on-average-10.3%-higher-than-other-same-state-issuers.-Statistically-significant-with-a-one-tailed-paired-t-test.">&#182;</a></h3>
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<h3 id="Fig-5">Fig 5<a class="anchor-link" href="#Fig-5">&#182;</a></h3>
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<div class="highlight"><pre><span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">g1</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">g2</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span><span class="p">,</span><span class="n">g</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">&#39;State&#39;</span><span class="p">):</span>
    <span class="k">if</span> <span class="mi">1</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">t</span> <span class="o">=</span> <span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">t</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span><span class="k">continue</span>
        <span class="n">diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">irow</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">-</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="p">)</span><span class="o">*</span><span class="n">t</span><span class="o">.</span><span class="n">IndexChg</span><span class="p">))</span>
        <span class="n">g1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">IndexChg</span><span class="o">.</span><span class="n">irow</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
        <span class="n">g2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="p">)</span><span class="o">*</span><span class="n">t</span><span class="o">.</span><span class="n">IndexChg</span><span class="p">))</span>

<span class="c"># print statistical test results</span>
<span class="k">print</span> <span class="s">&#39;Mean: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="k">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">ttest_1samp</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span> 
<span class="k">print</span> <span class="s">&#39;test-statistics: </span><span class="si">%s</span><span class="s">, one-tail p-value: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span><span class="o">/</span><span class="mf">2.</span><span class="p">)</span><span class="c"># this p value is for 2 tail so we divide by two to get one tail</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">xlabel</span> <span class="o">=</span> <span class="s">&quot;Largest issuer&#39;s premium change minus market share weighted </span><span class="se">\n</span><span class="s">average premium change of other issuers in the same state (%)&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">xlabel</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>

<span class="n">diffs</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span><span class="n">diffs</span><span class="p">)</span>

<span class="n">x0</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s">&#39;Mean: {:0.1f}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x0</span><span class="p">),</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
        <span class="n">xycoords</span><span class="o">=</span><span class="p">(</span><span class="s">&#39;data&#39;</span><span class="p">,</span> <span class="s">&#39;axes fraction&#39;</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s">&#39;offset points&#39;</span><span class="p">,</span>
        <span class="n">horizontalalignment</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">,</span> <span class="n">verticalalignment</span><span class="o">=</span><span class="s">&#39;center&#39;</span><span class="p">,</span>
        <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span><span class="o">=</span><span class="s">&#39;-|&gt;&#39;</span><span class="p">,</span> <span class="n">fc</span><span class="o">=</span><span class="s">&#39;black&#39;</span><span class="p">,</span> <span class="n">shrinkA</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">shrinkB</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                        <span class="n">connectionstyle</span><span class="o">=</span><span class="s">&#39;angle,angleA=0,angleB=90,rad=10&#39;</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span>
        <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s">&#39;dashed&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig5.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">xlabel</span><span class="p">,</span><span class="s">&quot;Frequency&quot;</span><span class="p">])</span>\
    <span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="n">xlabel</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 5 - data.csv&#39;</span><span class="p">)</span>
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Mean: 0.102592432056
test-statistics: 1.97046015076, one-tail p-value: 0.0304696303992

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<h3 id="Fig-6">Fig 6<a class="anchor-link" href="#Fig-6">&#182;</a></h3>
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<div class="highlight"><pre><span class="c"># diagram on number of issuers in each state</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Average premium changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;Largest issuers in states&#39;</span><span class="p">,</span><span class="s">&#39;Other issuers&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g1</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g2</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span><span class="n">y</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">+.</span><span class="mi">4</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))),</span> <span class="n">x</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="c"># plt.hist(reduce(lambda x,y:x+y,[v.values() for v in marketLookup.values()]),bins = 20,color=&quot;#3F5D7D&quot;)</span>
<span class="c"># plt.title(&quot;Number of Issuers in each State&quot;, fontsize=16)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig6.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>
<span class="k">print</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g1</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g2</span><span class="p">)</span>

<span class="c"># data</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Issuer Type&#39;</span><span class="p">,</span><span class="s">&quot;Average premium changes from &#39;14 to &#39;15 (%)&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Issuer Type&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 6 - data.csv&#39;</span><span class="p">)</span>
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<h3 id="Not-only-is-the-dominant-player-able-to-raise-rates,-it-raises-rates-on-a-larger-proportion-of-its-plans.">Not only is the dominant player able to raise rates, it raises rates on a larger proportion of its plans.<a class="anchor-link" href="#Not-only-is-the-dominant-player-able-to-raise-rates,-it-raises-rates-on-a-larger-proportion-of-its-plans.">&#182;</a></h3>
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<h3 id="Fig-7">Fig 7<a class="anchor-link" href="#Fig-7">&#182;</a></h3>
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<div class="highlight"><pre><span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span><span class="p">,</span><span class="n">g</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">&#39;State&#39;</span><span class="p">):</span>
    <span class="k">if</span> <span class="mi">1</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">t</span> <span class="o">=</span> <span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">t</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span><span class="k">continue</span>
        <span class="n">diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">PlanIndexIncreaseProportion</span><span class="o">.</span><span class="n">irow</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">-</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="p">)</span><span class="o">*</span><span class="n">t</span><span class="o">.</span><span class="n">PlanIndexIncreaseProportion</span><span class="p">))</span>

<span class="c"># print statistical test results</span>
<span class="k">print</span> <span class="s">&#39;Mean: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="k">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">ttest_1samp</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span> 
<span class="k">print</span> <span class="s">&#39;test-statistics: </span><span class="si">%s</span><span class="s">, one-tail p-value: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span><span class="o">/</span><span class="mf">2.</span><span class="p">)</span><span class="c"># this p value is for 2 tail so we divide by two to get one tail</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">xlabel</span> <span class="o">=</span> <span class="s">&quot;Largest issuer&#39;s proportion of plans with premium increase minus </span><span class="se">\n</span><span class="s">market share weighted average proportion for other issuers in the same state (%)&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">xlabel</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>

<span class="n">diffs</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span><span class="n">diffs</span><span class="p">)</span>

<span class="n">x0</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s">&#39;Mean: {:0.1f}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x0</span><span class="p">),</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
        <span class="n">xycoords</span><span class="o">=</span><span class="p">(</span><span class="s">&#39;data&#39;</span><span class="p">,</span> <span class="s">&#39;axes fraction&#39;</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s">&#39;offset points&#39;</span><span class="p">,</span>
        <span class="n">horizontalalignment</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">,</span> <span class="n">verticalalignment</span><span class="o">=</span><span class="s">&#39;center&#39;</span><span class="p">,</span>
        <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span><span class="o">=</span><span class="s">&#39;-|&gt;&#39;</span><span class="p">,</span> <span class="n">fc</span><span class="o">=</span><span class="s">&#39;black&#39;</span><span class="p">,</span> <span class="n">shrinkA</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">shrinkB</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                        <span class="n">connectionstyle</span><span class="o">=</span><span class="s">&#39;angle,angleA=0,angleB=90,rad=10&#39;</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span>
        <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s">&#39;dashed&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig7.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">xlabel</span><span class="p">,</span><span class="s">&quot;Frequency&quot;</span><span class="p">])</span>\
    <span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="n">xlabel</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 7 - data.csv&#39;</span><span class="p">)</span>
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Mean: 0.189047056579
test-statistics: 2.58395114683, one-tail p-value: 0.00829742111945

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<h3 id="To-the-extent-experience-period-data-is-available,-there-is-no-evidence-that-dominant-player-face-a-higher-medical-loss-ratio-that-others.">To the extent experience period data is available, there is no evidence that dominant player face a higher medical loss ratio that others.<a class="anchor-link" href="#To-the-extent-experience-period-data-is-available,-there-is-no-evidence-that-dominant-player-face-a-higher-medical-loss-ratio-that-others.">&#182;</a></h3>
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<h3 id="Fig-8">Fig 8<a class="anchor-link" href="#Fig-8">&#182;</a></h3>
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<div class="highlight"><pre><span class="n">diffs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">MLR1</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">MLR2</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span><span class="p">,</span><span class="n">g</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">ClaimsExp15</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">PremiumsExp15</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s">&#39;State&#39;</span><span class="p">):</span>
    <span class="k">if</span> <span class="mi">1</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="p">)</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">t</span> <span class="o">=</span> <span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">&gt;=</span><span class="mi">2</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">t</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span><span class="k">continue</span>
        <span class="n">diffs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">MLR</span><span class="o">.</span><span class="n">irow</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">-</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="p">)</span><span class="o">*</span><span class="n">t</span><span class="o">.</span><span class="n">MLR</span><span class="p">))</span>
        <span class="n">MLR1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">MarketRank</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">MLR</span><span class="o">.</span><span class="n">irow</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
        <span class="n">MLR2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">MarketSize</span><span class="p">)</span><span class="o">*</span><span class="n">t</span><span class="o">.</span><span class="n">MLR</span><span class="p">))</span>

<span class="c"># print statistical test results</span>
<span class="k">print</span> <span class="s">&#39;Mean: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="k">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">ttest_1samp</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span> 
<span class="k">print</span> <span class="s">&#39;test-statistics: </span><span class="si">%s</span><span class="s">, one-tail p-value: </span><span class="si">%s</span><span class="s">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">testStat</span><span class="p">,</span><span class="n">pVal</span><span class="o">/</span><span class="mf">2.</span><span class="p">)</span><span class="c"># this p value is for 2 tail so we divide by two to get one tail        </span>
        
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">xlabel</span> <span class="o">=</span> <span class="s">&quot;Ratio of incurred claims to premiums in 2014 for largest issuer </span><span class="se">\n</span><span class="s">minus market weighted average ratio for other issuers in the same state&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">xlabel</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>


<span class="n">x0</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diffs</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s">&#39;Mean: {:0.3f}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x0</span><span class="p">),</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
        <span class="n">xycoords</span><span class="o">=</span><span class="p">(</span><span class="s">&#39;data&#39;</span><span class="p">,</span> <span class="s">&#39;axes fraction&#39;</span><span class="p">),</span> <span class="n">textcoords</span><span class="o">=</span><span class="s">&#39;offset points&#39;</span><span class="p">,</span>
        <span class="n">horizontalalignment</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">,</span> <span class="n">verticalalignment</span><span class="o">=</span><span class="s">&#39;center&#39;</span><span class="p">,</span>
        <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">arrowstyle</span><span class="o">=</span><span class="s">&#39;-|&gt;&#39;</span><span class="p">,</span> <span class="n">fc</span><span class="o">=</span><span class="s">&#39;black&#39;</span><span class="p">,</span> <span class="n">shrinkA</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">shrinkB</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                        <span class="n">connectionstyle</span><span class="o">=</span><span class="s">&#39;angle,angleA=0,angleB=90,rad=10&#39;</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span>
        <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x0</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s">&#39;dashed&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">diffs</span><span class="p">,</span><span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig8.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>

<span class="c"># cache data in csv form</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">xlabel</span><span class="p">,</span><span class="s">&quot;Frequency&quot;</span><span class="p">])</span>\
    <span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="n">xlabel</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 8 - data.csv&#39;</span><span class="p">)</span>
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Mean: 0.0210123308098
test-statistics: 0.501394145072, one-tail p-value: 0.310926766437

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<h3 id="Figure-9">Figure 9<a class="anchor-link" href="#Figure-9">&#182;</a></h3>
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<div class="highlight"><pre><span class="c"># diagram on number of issuers in each state</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;top&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">spines</span><span class="p">[</span><span class="s">&quot;right&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_bottom</span><span class="p">()</span>  
<span class="n">ax</span><span class="o">.</span><span class="n">get_yaxis</span><span class="p">()</span><span class="o">.</span><span class="n">tick_left</span><span class="p">()</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>  
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Ratio of incurred claims to premium in 2014&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;Largest issuers in states&#39;</span><span class="p">,</span><span class="s">&#39;Other issuers&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">MLR1</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">MLR2</span><span class="p">)]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span><span class="n">y</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s">&quot;#3F5D7D&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">+.</span><span class="mi">4</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))),</span> <span class="n">x</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="c"># plt.hist(reduce(lambda x,y:x+y,[v.values() for v in marketLookup.values()]),bins = 20,color=&quot;#3F5D7D&quot;)</span>
<span class="c"># plt.title(&quot;Number of Issuers in each State&quot;, fontsize=16)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&quot;figures/fig9.png&quot;</span><span class="p">,</span> <span class="n">bbox_inches</span><span class="o">=</span><span class="s">&quot;tight&quot;</span><span class="p">);</span>
<span class="k">print</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">MLR1</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">MLR2</span><span class="p">)</span>

<span class="c"># data</span>
<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Issuer Type&#39;</span><span class="p">,</span><span class="s">&quot;Ratio of incurred claims to premium in 2014&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s">&#39;Issuer Type&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">&#39;figures/fig 9 - data.csv&#39;</span><span class="p">)</span>
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